Overview
Dataset statistics
| Number of variables | 39 |
|---|---|
| Number of observations | 1355800 |
| Missing cells | 10 |
| Missing cells (%) | < 0.1% |
| Total size in memory | 178.4 MiB |
| Average record size in memory | 138.0 B |
Variable types
| Categorical | 26 |
|---|---|
| Numeric | 12 |
| DateTime | 1 |
Channel is highly overall correlated with contract_type | High correlation |
approved_with_condition_flag is highly overall correlated with conditions_met | High correlation |
avginvoice_l6m is highly overall correlated with avgnetpay_l9m and 5 other fields | High correlation |
avgnetpay_l9m is highly overall correlated with avginvoice_l6m and 11 other fields | High correlation |
bad is highly overall correlated with credit_score and 4 other fields | High correlation |
client_type is highly overall correlated with avgnetpay_l9m and 16 other fields | High correlation |
conditions_met is highly overall correlated with approved_with_condition_flag and 1 other fields | High correlation |
contract_type is highly overall correlated with Channel and 7 other fields | High correlation |
credit_score is highly overall correlated with bad and 5 other fields | High correlation |
credit_score_band is highly overall correlated with credit_score and 1 other fields | High correlation |
customer_value is highly overall correlated with avgnetpay_l9m and 7 other fields | High correlation |
financed_deal_flag is highly overall correlated with client_type and 7 other fields | High correlation |
income_band is highly overall correlated with client_type and 3 other fields | High correlation |
internal_bscore is highly overall correlated with avgnetpay_l9m and 18 other fields | High correlation |
internal_risk_ranking is highly overall correlated with client_type and 3 other fields | High correlation |
invoice_amount is highly overall correlated with avginvoice_l6m and 8 other fields | High correlation |
maxarrs_l12m_flag is highly overall correlated with internal_bscore and 6 other fields | High correlation |
mediannetpay_l6m is highly overall correlated with avginvoice_l6m and 11 other fields | High correlation |
monthly_income is highly overall correlated with avgnetpay_l9m and 8 other fields | High correlation |
months_since_acc_creation_binned is highly overall correlated with client_type and 7 other fields | High correlation |
monthssincemrrdpayment_flag is highly overall correlated with internal_bscore and 6 other fields | High correlation |
no_active_subs is highly overall correlated with client_type | High correlation |
obs_totalother is highly overall correlated with avginvoice_l6m and 5 other fields | High correlation |
portfolio is highly overall correlated with bad and 2 other fields | High correlation |
returned_debit_flag is highly overall correlated with internal_bscore and 6 other fields | High correlation |
suminvoice_l3m is highly overall correlated with avginvoice_l6m and 11 other fields | High correlation |
suminvoice_q1_to_q4 is highly overall correlated with avgnetpay_l9m and 9 other fields | High correlation |
sumnetpay_l3m is highly overall correlated with avgnetpay_l9m and 12 other fields | High correlation |
thinfile is highly overall correlated with income_band | High correlation |
times0_l3m is highly overall correlated with bad and 12 other fields | High correlation |
times0_l6m is highly overall correlated with bad and 10 other fields | High correlation |
timesrdpay_l6m_flag is highly overall correlated with internal_bscore and 6 other fields | High correlation |
total_payment_reversals_flag is highly overall correlated with internal_bscore and 6 other fields | High correlation |
contract_type is highly imbalanced (72.0%) | Imbalance |
conditions_met is highly imbalanced (65.3%) | Imbalance |
thinfile is highly imbalanced (53.9%) | Imbalance |
no_lines_applied is highly skewed (γ1 = 377.1342865) | Skewed |
invoice_amount has 74268 (5.5%) zeros | Zeros |
obs_totalother has 105978 (7.8%) zeros | Zeros |
suminvoice_l3m has 67746 (5.0%) zeros | Zeros |
avginvoice_l6m has 67257 (5.0%) zeros | Zeros |
sumnetpay_l3m has 342212 (25.2%) zeros | Zeros |
avgnetpay_l9m has 339504 (25.0%) zeros | Zeros |
mediannetpay_l6m has 349695 (25.8%) zeros | Zeros |
monthly_income has 55712 (4.1%) zeros | Zeros |
Reproduction
| Analysis started | 2026-01-09 21:27:35.555051 |
|---|---|
| Analysis finished | 2026-01-09 21:31:09.524155 |
| Duration | 3 minutes and 33.97 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
client_type
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| NEW | |
|---|---|
| EXISTING |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 4.9398215 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | EXISTING |
|---|---|
| 2nd row | EXISTING |
| 3rd row | EXISTING |
| 4th row | EXISTING |
| 5th row | EXISTING |
Common Values
| Value | Count | Frequency (%) |
| NEW | 829798 | |
| EXISTING | 526002 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| new | 829798 | |
| existing | 526002 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 1355800 | |
| E | 1355800 | |
| I | 1052004 | |
| W | 829798 | |
| X | 526002 | 7.9% |
| S | 526002 | 7.9% |
| T | 526002 | 7.9% |
| G | 526002 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6697410 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 1355800 | |
| E | 1355800 | |
| I | 1052004 | |
| W | 829798 | |
| X | 526002 | 7.9% |
| S | 526002 | 7.9% |
| T | 526002 | 7.9% |
| G | 526002 | 7.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6697410 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 1355800 | |
| E | 1355800 | |
| I | 1052004 | |
| W | 829798 | |
| X | 526002 | 7.9% |
| S | 526002 | 7.9% |
| T | 526002 | 7.9% |
| G | 526002 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6697410 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 1355800 | |
| E | 1355800 | |
| I | 1052004 | |
| W | 829798 | |
| X | 526002 | 7.9% |
| S | 526002 | 7.9% |
| T | 526002 | 7.9% |
| G | 526002 | 7.9% |
contract_type
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| INDIVIDUAL | |
|---|---|
| BUSINESS | 65875 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.9028249 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BUSINESS |
|---|---|
| 2nd row | BUSINESS |
| 3rd row | BUSINESS |
| 4th row | BUSINESS |
| 5th row | BUSINESS |
Common Values
| Value | Count | Frequency (%) |
| INDIVIDUAL | 1289925 | |
| BUSINESS | 65875 | 4.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| individual | 1289925 | |
| business | 65875 | 4.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 3935650 | |
| D | 2579850 | |
| N | 1355800 | 10.1% |
| U | 1355800 | 10.1% |
| V | 1289925 | 9.6% |
| A | 1289925 | 9.6% |
| L | 1289925 | 9.6% |
| S | 197625 | 1.5% |
| B | 65875 | 0.5% |
| E | 65875 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13426250 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| I | 3935650 | |
| D | 2579850 | |
| N | 1355800 | 10.1% |
| U | 1355800 | 10.1% |
| V | 1289925 | 9.6% |
| A | 1289925 | 9.6% |
| L | 1289925 | 9.6% |
| S | 197625 | 1.5% |
| B | 65875 | 0.5% |
| E | 65875 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13426250 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| I | 3935650 | |
| D | 2579850 | |
| N | 1355800 | 10.1% |
| U | 1355800 | 10.1% |
| V | 1289925 | 9.6% |
| A | 1289925 | 9.6% |
| L | 1289925 | 9.6% |
| S | 197625 | 1.5% |
| B | 65875 | 0.5% |
| E | 65875 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13426250 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| I | 3935650 | |
| D | 2579850 | |
| N | 1355800 | 10.1% |
| U | 1355800 | 10.1% |
| V | 1289925 | 9.6% |
| A | 1289925 | 9.6% |
| L | 1289925 | 9.6% |
| S | 197625 | 1.5% |
| B | 65875 | 0.5% |
| E | 65875 | 0.5% |
no_lines_applied
Real number (ℝ)
Skewed
| Distinct | 139 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1842713 |
| Minimum | 0 |
|---|---|
| Maximum | 9000 |
| Zeros | 263 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 9000 |
| Range | 9000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 18.440741 |
|---|---|
| Coefficient of variation (CV) | 15.571382 |
| Kurtosis | 173063.35 |
| Mean | 1.1842713 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 377.13429 |
| Sum | 1605635 |
| Variance | 340.06093 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1303705 | |
| 2 | 43490 | 3.2% |
| 3 | 2843 | 0.2% |
| 4 | 1244 | 0.1% |
| 5 | 960 | 0.1% |
| 10 | 503 | < 0.1% |
| 6 | 487 | < 0.1% |
| 20 | 290 | < 0.1% |
| 0 | 263 | < 0.1% |
| 7 | 248 | < 0.1% |
| Other values (129) | 1767 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 263 | < 0.1% |
| 1 | 1303705 | |
| 2 | 43490 | 3.2% |
| 3 | 2843 | 0.2% |
| 4 | 1244 | 0.1% |
| 5 | 960 | 0.1% |
| 6 | 487 | < 0.1% |
| 7 | 248 | < 0.1% |
| 8 | 220 | < 0.1% |
| 9 | 117 | < 0.1% |
| Value | Count | Frequency (%) |
| 9000 | 4 | < 0.1% |
| 5000 | 1 | < 0.1% |
| 2598 | 1 | < 0.1% |
| 2500 | 1 | < 0.1% |
| 1580 | 1 | < 0.1% |
| 1500 | 36 | |
| 1342 | 1 | < 0.1% |
| 1100 | 1 | < 0.1% |
| 1000 | 1 | < 0.1% |
| 800 | 2 | < 0.1% |
financed_deal_flag
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| Y | |
|---|---|
| N |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | Y |
Common Values
| Value | Count | Frequency (%) |
| Y | 888097 | |
| N | 467703 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| y | 888097 | |
| n | 467703 |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 888097 | |
| N | 467703 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| Y | 888097 | |
| N | 467703 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| Y | 888097 | |
| N | 467703 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| Y | 888097 | |
| N | 467703 |
sales_region
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| KWAZULU NATAL | |
|---|---|
| GAUTENG | |
| NORTHERN GAUTENG | |
| WESTERN CAPE | |
| LIMPOPO | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 16 |
| Mean length | 10.900908 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | OTHER |
|---|---|
| 2nd row | GAUTENG |
| 3rd row | NORTHERN GAUTENG |
| 4th row | NORTHERN GAUTENG |
| 5th row | NORTHERN GAUTENG |
Common Values
| Value | Count | Frequency (%) |
| KWAZULU NATAL | 431499 | |
| GAUTENG | 348881 | |
| NORTHERN GAUTENG | 140878 | 10.4% |
| WESTERN CAPE | 127840 | 9.4% |
| LIMPOPO | 95050 | 7.0% |
| OTHER | 83183 | 6.1% |
| MPUMALANGA | 64723 | 4.8% |
| EASTERN CAPE REGION | 63746 | 4.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gauteng | 489759 | |
| kwazulu | 431499 | |
| natal | 431499 | |
| cape | 191586 | 8.8% |
| northern | 140878 | 6.5% |
| western | 127840 | 5.9% |
| limpopo | 95050 | 4.4% |
| other | 83183 | 3.8% |
| mpumalanga | 64723 | 3.0% |
| eastern | 63746 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 2233757 | |
| N | 1523069 | |
| U | 1417480 | |
| E | 1352324 | |
| T | 1336905 | |
| G | 1107987 | 7.5% |
| L | 1022771 | 6.9% |
| 827709 | 5.6% | |
| R | 620271 | 4.2% |
| W | 559339 | 3.8% |
| Other values (9) | 2777839 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14779451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 2233757 | |
| N | 1523069 | |
| U | 1417480 | |
| E | 1352324 | |
| T | 1336905 | |
| G | 1107987 | 7.5% |
| L | 1022771 | 6.9% |
| 827709 | 5.6% | |
| R | 620271 | 4.2% |
| W | 559339 | 3.8% |
| Other values (9) | 2777839 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14779451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 2233757 | |
| N | 1523069 | |
| U | 1417480 | |
| E | 1352324 | |
| T | 1336905 | |
| G | 1107987 | 7.5% |
| L | 1022771 | 6.9% |
| 827709 | 5.6% | |
| R | 620271 | 4.2% |
| W | 559339 | 3.8% |
| Other values (9) | 2777839 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14779451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 2233757 | |
| N | 1523069 | |
| U | 1417480 | |
| E | 1352324 | |
| T | 1336905 | |
| G | 1107987 | 7.5% |
| L | 1022771 | 6.9% |
| 827709 | 5.6% | |
| R | 620271 | 4.2% |
| W | 559339 | 3.8% |
| Other values (9) | 2777839 |
approved_with_condition_flag
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| N | |
|---|---|
| Y |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | Y |
| 4th row | Y |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| N | 1184273 | |
| Y | 171527 | 12.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| n | 1184273 | |
| y | 171527 | 12.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 1184273 | |
| Y | 171527 | 12.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 1184273 | |
| Y | 171527 | 12.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 1184273 | |
| Y | 171527 | 12.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 1184273 | |
| Y | 171527 | 12.7% |
conditions_met
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| N | |
|---|---|
| Y | 88131 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | Y |
| 4th row | Y |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| N | 1267669 | |
| Y | 88131 | 6.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| n | 1267669 | |
| y | 88131 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 1267669 | |
| Y | 88131 | 6.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 1267669 | |
| Y | 88131 | 6.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 1267669 | |
| Y | 88131 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 1267669 | |
| Y | 88131 | 6.5% |
activation_date
Date
| Distinct | 44 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.7 MiB |
| Minimum | 2021-06-01 00:00:00 |
|---|---|
| Maximum | 2025-02-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
portfolio
Categorical
High correlation
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| P0700 | |
|---|---|
| P0600 | |
| P0420 | |
| P0500 | |
| P0400 | |
| Other values (2) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | P0700 |
|---|---|
| 2nd row | P0700 |
| 3rd row | P0700 |
| 4th row | P0700 |
| 5th row | P0700 |
Common Values
| Value | Count | Frequency (%) |
| P0700 | 579043 | |
| P0600 | 179241 | 13.2% |
| P0420 | 172189 | 12.7% |
| P0500 | 141884 | 10.5% |
| P0400 | 98990 | 7.3% |
| P0050 | 97008 | 7.2% |
| OTHER | 87445 | 6.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| p0700 | 579043 | |
| p0600 | 179241 | 13.2% |
| p0420 | 172189 | 12.7% |
| p0500 | 141884 | 10.5% |
| p0400 | 98990 | 7.3% |
| p0050 | 97008 | 7.2% |
| other | 87445 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3632876 | |
| P | 1268355 | 18.7% |
| 7 | 579043 | 8.5% |
| 4 | 271179 | 4.0% |
| 5 | 238892 | 3.5% |
| 6 | 179241 | 2.6% |
| 2 | 172189 | 2.5% |
| O | 87445 | 1.3% |
| T | 87445 | 1.3% |
| H | 87445 | 1.3% |
| Other values (2) | 174890 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6779000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3632876 | |
| P | 1268355 | 18.7% |
| 7 | 579043 | 8.5% |
| 4 | 271179 | 4.0% |
| 5 | 238892 | 3.5% |
| 6 | 179241 | 2.6% |
| 2 | 172189 | 2.5% |
| O | 87445 | 1.3% |
| T | 87445 | 1.3% |
| H | 87445 | 1.3% |
| Other values (2) | 174890 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6779000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3632876 | |
| P | 1268355 | 18.7% |
| 7 | 579043 | 8.5% |
| 4 | 271179 | 4.0% |
| 5 | 238892 | 3.5% |
| 6 | 179241 | 2.6% |
| 2 | 172189 | 2.5% |
| O | 87445 | 1.3% |
| T | 87445 | 1.3% |
| H | 87445 | 1.3% |
| Other values (2) | 174890 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6779000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3632876 | |
| P | 1268355 | 18.7% |
| 7 | 579043 | 8.5% |
| 4 | 271179 | 4.0% |
| 5 | 238892 | 3.5% |
| 6 | 179241 | 2.6% |
| 2 | 172189 | 2.5% |
| O | 87445 | 1.3% |
| T | 87445 | 1.3% |
| H | 87445 | 1.3% |
| Other values (2) | 174890 | 2.6% |
Channel
Categorical
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| Shops | |
|---|---|
| Direct | |
| Dealers | |
| Online | |
| National Chains |
Length
| Max length | 18 |
|---|---|
| Median length | 15 |
| Mean length | 6.9739947 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Business Solutions |
|---|---|
| 2nd row | Business Solutions |
| 3rd row | Business Solutions |
| 4th row | Business Solutions |
| 5th row | Business Solutions |
Common Values
| Value | Count | Frequency (%) |
| Shops | 560345 | |
| Direct | 262316 | |
| Dealers | 201232 | 14.8% |
| Online | 168541 | 12.4% |
| National Chains | 93579 | 6.9% |
| Business Solutions | 69787 | 5.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| shops | 560345 | |
| direct | 262316 | |
| dealers | 201232 | 13.2% |
| online | 168541 | 11.1% |
| national | 93579 | 6.2% |
| chains | 93579 | 6.2% |
| business | 69787 | 4.6% |
| solutions | 69787 | 4.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 1134304 | |
| e | 903108 | 9.6% |
| o | 793498 | 8.4% |
| i | 757589 | 8.0% |
| n | 663814 | 7.0% |
| h | 653924 | 6.9% |
| S | 630132 | 6.7% |
| p | 560345 | 5.9% |
| l | 533139 | 5.6% |
| a | 481969 | 5.1% |
| Other values (10) | 2343520 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9455342 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 1134304 | |
| e | 903108 | 9.6% |
| o | 793498 | 8.4% |
| i | 757589 | 8.0% |
| n | 663814 | 7.0% |
| h | 653924 | 6.9% |
| S | 630132 | 6.7% |
| p | 560345 | 5.9% |
| l | 533139 | 5.6% |
| a | 481969 | 5.1% |
| Other values (10) | 2343520 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9455342 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 1134304 | |
| e | 903108 | 9.6% |
| o | 793498 | 8.4% |
| i | 757589 | 8.0% |
| n | 663814 | 7.0% |
| h | 653924 | 6.9% |
| S | 630132 | 6.7% |
| p | 560345 | 5.9% |
| l | 533139 | 5.6% |
| a | 481969 | 5.1% |
| Other values (10) | 2343520 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9455342 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 1134304 | |
| e | 903108 | 9.6% |
| o | 793498 | 8.4% |
| i | 757589 | 8.0% |
| n | 663814 | 7.0% |
| h | 653924 | 6.9% |
| S | 630132 | 6.7% |
| p | 560345 | 5.9% |
| l | 533139 | 5.6% |
| a | 481969 | 5.1% |
| Other values (10) | 2343520 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 24 |
|---|---|
| 2nd row | 24 |
| 3rd row | 24 |
| 4th row | 24 |
| 5th row | 24 |
Common Values
| Value | Count | Frequency (%) |
| 36 | 696217 | |
| 24 | 615242 | |
| Ot | 44341 | 3.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 36 | 696217 | |
| 24 | 615242 | |
| ot | 44341 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 696217 | |
| 6 | 696217 | |
| 2 | 615242 | |
| 4 | 615242 | |
| O | 44341 | 1.6% |
| t | 44341 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2711600 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 696217 | |
| 6 | 696217 | |
| 2 | 615242 | |
| 4 | 615242 | |
| O | 44341 | 1.6% |
| t | 44341 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2711600 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 696217 | |
| 6 | 696217 | |
| 2 | 615242 | |
| 4 | 615242 | |
| O | 44341 | 1.6% |
| t | 44341 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2711600 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 696217 | |
| 6 | 696217 | |
| 2 | 615242 | |
| 4 | 615242 | |
| O | 44341 | 1.6% |
| t | 44341 | 1.6% |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.0892846 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 829230 | |
| 0 | 405518 | |
| 2+ | 121052 | 8.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 829230 | |
| 0 | 405518 | |
| 2 | 121052 | 8.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 829230 | |
| 0 | 405518 | |
| 2 | 121052 | 8.2% |
| + | 121052 | 8.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1476852 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 829230 | |
| 0 | 405518 | |
| 2 | 121052 | 8.2% |
| + | 121052 | 8.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1476852 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 829230 | |
| 0 | 405518 | |
| 2 | 121052 | 8.2% |
| + | 121052 | 8.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1476852 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 829230 | |
| 0 | 405518 | |
| 2 | 121052 | 8.2% |
| + | 121052 | 8.2% |
Bank
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| Bank_A | |
|---|---|
| Bank_B | |
| Bank_C | |
| Bank_D | |
| Bank_E |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9618225 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Bank_E |
|---|---|
| 2nd row | Bank_E |
| 3rd row | Bank_B |
| 4th row | Bank_B |
| 5th row | Bank_B |
Common Values
| Value | Count | Frequency (%) |
| Bank_A | 548787 | |
| Bank_B | 274208 | |
| Bank_C | 196882 | 14.5% |
| Bank_D | 167545 | 12.4% |
| Bank_E | 116617 | 8.6% |
| Other | 51761 | 3.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| bank_a | 548787 | |
| bank_b | 274208 | |
| bank_c | 196882 | 14.5% |
| bank_d | 167545 | 12.4% |
| bank_e | 116617 | 8.6% |
| other | 51761 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 1578247 | |
| a | 1304039 | |
| n | 1304039 | |
| k | 1304039 | |
| _ | 1304039 | |
| A | 548787 | 6.8% |
| C | 196882 | 2.4% |
| D | 167545 | 2.1% |
| E | 116617 | 1.4% |
| O | 51761 | 0.6% |
| Other values (4) | 207044 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8083039 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 1578247 | |
| a | 1304039 | |
| n | 1304039 | |
| k | 1304039 | |
| _ | 1304039 | |
| A | 548787 | 6.8% |
| C | 196882 | 2.4% |
| D | 167545 | 2.1% |
| E | 116617 | 1.4% |
| O | 51761 | 0.6% |
| Other values (4) | 207044 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8083039 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 1578247 | |
| a | 1304039 | |
| n | 1304039 | |
| k | 1304039 | |
| _ | 1304039 | |
| A | 548787 | 6.8% |
| C | 196882 | 2.4% |
| D | 167545 | 2.1% |
| E | 116617 | 1.4% |
| O | 51761 | 0.6% |
| Other values (4) | 207044 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8083039 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 1578247 | |
| a | 1304039 | |
| n | 1304039 | |
| k | 1304039 | |
| _ | 1304039 | |
| A | 548787 | 6.8% |
| C | 196882 | 2.4% |
| D | 167545 | 2.1% |
| E | 116617 | 1.4% |
| O | 51761 | 0.6% |
| Other values (4) | 207044 | 2.6% |
credit_score
Real number (ℝ)
High correlation
| Distinct | 195 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 644.40435 |
| Minimum | 529 |
|---|---|
| Maximum | 723 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | 529 |
|---|---|
| 5-th percentile | 587 |
| Q1 | 617 |
| median | 644 |
| Q3 | 673 |
| 95-th percentile | 702 |
| Maximum | 723 |
| Range | 194 |
| Interquartile range (IQR) | 56 |
Descriptive statistics
| Standard deviation | 35.936447 |
|---|---|
| Coefficient of variation (CV) | 0.055766923 |
| Kurtosis | -0.84080966 |
| Mean | 644.40435 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | -0.045752169 |
| Sum | 8.7368341 × 108 |
| Variance | 1291.4283 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 616 | 14813 | 1.1% |
| 633 | 14763 | 1.1% |
| 589 | 14264 | 1.1% |
| 640 | 13843 | 1.0% |
| 623 | 13717 | 1.0% |
| 620 | 13651 | 1.0% |
| 602 | 13551 | 1.0% |
| 654 | 13424 | 1.0% |
| 626 | 13323 | 1.0% |
| 630 | 13275 | 1.0% |
| Other values (185) | 1217176 |
| Value | Count | Frequency (%) |
| 529 | 1 | < 0.1% |
| 530 | 2 | < 0.1% |
| 531 | 3 | < 0.1% |
| 532 | 3 | < 0.1% |
| 533 | 7 | < 0.1% |
| 534 | 6 | < 0.1% |
| 535 | 4 | < 0.1% |
| 536 | 19 | |
| 537 | 8 | |
| 538 | 16 |
| Value | Count | Frequency (%) |
| 723 | 628 | < 0.1% |
| 722 | 181 | < 0.1% |
| 721 | 19 | < 0.1% |
| 720 | 1258 | |
| 719 | 687 | 0.1% |
| 718 | 780 | 0.1% |
| 717 | 1533 | |
| 716 | 1732 | |
| 715 | 2350 | |
| 714 | 2065 |
bad
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.7 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1023146 | |
| 1 | 332654 | 24.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1023146 | |
| 1 | 332654 | 24.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1023146 | |
| 1 | 332654 | 24.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1023146 | |
| 1 | 332654 | 24.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1023146 | |
| 1 | 332654 | 24.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1023146 | |
| 1 | 332654 | 24.5% |
times0_l3m
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| 1 | |
|---|---|
| 3 | |
| 0 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 559363 | |
| 3 | 472452 | |
| 0 | 198739 | 14.7% |
| 2 | 125246 | 9.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 559363 | |
| 3 | 472452 | |
| 0 | 198739 | 14.7% |
| 2 | 125246 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 559363 | |
| 3 | 472452 | |
| 0 | 198739 | 14.7% |
| 2 | 125246 | 9.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 559363 | |
| 3 | 472452 | |
| 0 | 198739 | 14.7% |
| 2 | 125246 | 9.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 559363 | |
| 3 | 472452 | |
| 0 | 198739 | 14.7% |
| 2 | 125246 | 9.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 559363 | |
| 3 | 472452 | |
| 0 | 198739 | 14.7% |
| 2 | 125246 | 9.2% |
suminvoice_q1_to_q4
Real number (ℝ)
High correlation
| Distinct | 32074 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.499178 |
| Minimum | -1 |
|---|---|
| Maximum | 331.15 |
| Zeros | 760 |
| Zeros (%) | 0.1% |
| Negative | 869272 |
| Negative (%) | 64.1% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | 107.98 |
| 95-th percentile | 217.0305 |
| Maximum | 331.15 |
| Range | 332.15 |
| Interquartile range (IQR) | 108.98 |
Descriptive statistics
| Standard deviation | 81.793613 |
|---|---|
| Coefficient of variation (CV) | 1.5882508 |
| Kurtosis | 1.8587771 |
| Mean | 51.499178 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5502925 |
| Sum | 69822586 |
| Variance | 6690.1951 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 869156 | |
| 331.15 | 27119 | 2.0% |
| 100 | 1985 | 0.1% |
| 0 | 760 | 0.1% |
| 133.33 | 265 | < 0.1% |
| 66.67 | 169 | < 0.1% |
| 33.33 | 93 | < 0.1% |
| 106.5 | 87 | < 0.1% |
| 107.02 | 86 | < 0.1% |
| 112.26 | 83 | < 0.1% |
| Other values (32064) | 455997 |
| Value | Count | Frequency (%) |
| -1 | 869156 | |
| -0.98 | 2 | < 0.1% |
| -0.97 | 1 | < 0.1% |
| -0.96 | 1 | < 0.1% |
| -0.92 | 1 | < 0.1% |
| -0.9 | 1 | < 0.1% |
| -0.88 | 1 | < 0.1% |
| -0.87 | 1 | < 0.1% |
| -0.85 | 1 | < 0.1% |
| -0.83 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 331.15 | 27119 | |
| 331.13 | 3 | < 0.1% |
| 331.12 | 1 | < 0.1% |
| 331.1 | 2 | < 0.1% |
| 331.09 | 1 | < 0.1% |
| 331.08 | 2 | < 0.1% |
| 331.07 | 4 | < 0.1% |
| 331.05 | 2 | < 0.1% |
| 331.04 | 3 | < 0.1% |
| 331.03 | 1 | < 0.1% |
returned_debit_flag
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.7 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
internal_risk_ranking
Categorical
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 58069 |
| 4 | 53279 |
| 3 | 48532 |
| Other values (6) |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.0003548 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 835967 | |
| 1 | 248673 | 18.3% |
| 2 | 58069 | 4.3% |
| 4 | 53279 | 3.9% |
| 3 | 48532 | 3.6% |
| 5 | 26277 | 1.9% |
| 9 | 26005 | 1.9% |
| 6 | 22458 | 1.7% |
| 7 | 18633 | 1.4% |
| 8 | 17426 | 1.3% |
Length
| Value | Count | Frequency (%) |
| 0 | 835967 | |
| 1 | 248673 | 18.3% |
| 2 | 58069 | 4.3% |
| 4 | 53279 | 3.9% |
| 3 | 48532 | 3.6% |
| 5 | 26277 | 1.9% |
| 9 | 26005 | 1.9% |
| 6 | 22458 | 1.7% |
| 7 | 18633 | 1.4% |
| 8 | 17426 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 835967 | |
| 1 | 248673 | 18.3% |
| 2 | 58069 | 4.3% |
| 4 | 53279 | 3.9% |
| 3 | 48532 | 3.6% |
| 9 | 26967 | 2.0% |
| 5 | 26277 | 1.9% |
| 6 | 22458 | 1.7% |
| 7 | 18633 | 1.4% |
| 8 | 17426 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1356281 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 835967 | |
| 1 | 248673 | 18.3% |
| 2 | 58069 | 4.3% |
| 4 | 53279 | 3.9% |
| 3 | 48532 | 3.6% |
| 9 | 26967 | 2.0% |
| 5 | 26277 | 1.9% |
| 6 | 22458 | 1.7% |
| 7 | 18633 | 1.4% |
| 8 | 17426 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1356281 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 835967 | |
| 1 | 248673 | 18.3% |
| 2 | 58069 | 4.3% |
| 4 | 53279 | 3.9% |
| 3 | 48532 | 3.6% |
| 9 | 26967 | 2.0% |
| 5 | 26277 | 1.9% |
| 6 | 22458 | 1.7% |
| 7 | 18633 | 1.4% |
| 8 | 17426 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1356281 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 835967 | |
| 1 | 248673 | 18.3% |
| 2 | 58069 | 4.3% |
| 4 | 53279 | 3.9% |
| 3 | 48532 | 3.6% |
| 9 | 26967 | 2.0% |
| 5 | 26277 | 1.9% |
| 6 | 22458 | 1.7% |
| 7 | 18633 | 1.4% |
| 8 | 17426 | 1.3% |
no_active_subs
Categorical
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 5+ | |
| 4 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.0962745 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5+ |
|---|---|
| 2nd row | 5+ |
| 3rd row | 5+ |
| 4th row | 5+ |
| 5th row | 5+ |
Common Values
| Value | Count | Frequency (%) |
| 1 | 661595 | |
| 2 | 351385 | |
| 3 | 132948 | 9.8% |
| 5+ | 130529 | 9.6% |
| 4 | 75314 | 5.6% |
| 0 | 4029 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 661595 | |
| 2 | 351385 | |
| 3 | 132948 | 9.8% |
| 5 | 130529 | 9.6% |
| 4 | 75314 | 5.6% |
| 0 | 4029 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 661595 | |
| 2 | 351385 | |
| 3 | 132948 | 8.9% |
| 5 | 130529 | 8.8% |
| + | 130529 | 8.8% |
| 4 | 75314 | 5.1% |
| 0 | 4029 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1486329 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 661595 | |
| 2 | 351385 | |
| 3 | 132948 | 8.9% |
| 5 | 130529 | 8.8% |
| + | 130529 | 8.8% |
| 4 | 75314 | 5.1% |
| 0 | 4029 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1486329 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 661595 | |
| 2 | 351385 | |
| 3 | 132948 | 8.9% |
| 5 | 130529 | 8.8% |
| + | 130529 | 8.8% |
| 4 | 75314 | 5.1% |
| 0 | 4029 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1486329 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 661595 | |
| 2 | 351385 | |
| 3 | 132948 | 8.9% |
| 5 | 130529 | 8.8% |
| + | 130529 | 8.8% |
| 4 | 75314 | 5.1% |
| 0 | 4029 | 0.3% |
invoice_amount
Real number (ℝ)
High correlation Zeros
| Distinct | 262355 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1063.3128 |
| Minimum | -4964.28 |
|---|---|
| Maximum | -0 |
| Zeros | 74268 |
| Zeros (%) | 5.5% |
| Negative | 1281532 |
| Negative (%) | 94.5% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | -4964.28 |
|---|---|
| 5-th percentile | -4168.485 |
| Q1 | -1268 |
| median | -649.01 |
| Q3 | -349 |
| 95-th percentile | 0 |
| Maximum | -0 |
| Range | 4964.28 |
| Interquartile range (IQR) | 919 |
Descriptive statistics
| Standard deviation | 1159.5183 |
|---|---|
| Coefficient of variation (CV) | -1.0904771 |
| Kurtosis | 3.8382469 |
| Mean | -1063.3128 |
| Median Absolute Deviation (MAD) | 359.06 |
| Skewness | -2.0584079 |
| Sum | -1.4416395 × 109 |
| Variance | 1344482.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0 | 74268 | 5.5% |
| -4964.28 | 54233 | 4.0% |
| -299 | 11192 | 0.8% |
| -199 | 7349 | 0.5% |
| -199.01 | 6932 | 0.5% |
| -399 | 6572 | 0.5% |
| -308.99 | 6226 | 0.5% |
| -229 | 5793 | 0.4% |
| -299.01 | 5287 | 0.4% |
| -249 | 4650 | 0.3% |
| Other values (262345) | 1173298 |
| Value | Count | Frequency (%) |
| -4964.28 | 54233 | |
| -4964.22 | 1 | < 0.1% |
| -4963.83 | 1 | < 0.1% |
| -4963.74 | 1 | < 0.1% |
| -4963.7 | 1 | < 0.1% |
| -4963.68 | 1 | < 0.1% |
| -4963.54 | 1 | < 0.1% |
| -4963.47 | 1 | < 0.1% |
| -4963.46 | 1 | < 0.1% |
| -4963.42 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -0 | 74268 | |
| -0.01 | 52 | < 0.1% |
| -0.02 | 8 | < 0.1% |
| -0.03 | 2 | < 0.1% |
| -0.04 | 3 | < 0.1% |
| -0.05 | 2 | < 0.1% |
| -0.06 | 1 | < 0.1% |
| -0.07 | 1 | < 0.1% |
| -0.08 | 4 | < 0.1% |
| -0.09 | 3 | < 0.1% |
obs_totalother
Real number (ℝ)
High correlation Zeros
| Distinct | 242244 |
|---|---|
| Distinct (%) | 17.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 846.55519 |
| Minimum | -10789.45 |
|---|---|
| Maximum | 3795.42 |
| Zeros | 105978 |
| Zeros (%) | 7.8% |
| Negative | 73 |
| Negative (%) | < 0.1% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | -10789.45 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 345.9 |
| median | 599.86 |
| Q3 | 1080.57 |
| 95-th percentile | 2618.2805 |
| Maximum | 3795.42 |
| Range | 14584.87 |
| Interquartile range (IQR) | 734.67 |
Descriptive statistics
| Standard deviation | 799.97285 |
|---|---|
| Coefficient of variation (CV) | 0.94497424 |
| Kurtosis | 3.6095732 |
| Mean | 846.55519 |
| Median Absolute Deviation (MAD) | 315.18 |
| Skewness | 1.836272 |
| Sum | 1.1477595 × 109 |
| Variance | 639956.57 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 105978 | 7.8% |
| 3795.42 | 27117 | 2.0% |
| 8.69 | 3730 | 0.3% |
| 85.22 | 1942 | 0.1% |
| 17.38 | 1526 | 0.1% |
| 199.13 | 1297 | 0.1% |
| 476.52 | 1102 | 0.1% |
| 373.04 | 1064 | 0.1% |
| 351.31 | 1031 | 0.1% |
| 320.87 | 978 | 0.1% |
| Other values (242234) | 1210035 |
| Value | Count | Frequency (%) |
| -10789.45 | 1 | |
| -10542.83 | 1 | |
| -3409.53 | 1 | |
| -2621.08 | 1 | |
| -2126.54 | 1 | |
| -2076.76 | 1 | |
| -1371.55 | 1 | |
| -1054.02 | 1 | |
| -1036.19 | 1 | |
| -938.71 | 1 |
| Value | Count | Frequency (%) |
| 3795.42 | 27117 | |
| 3795.23 | 1 | < 0.1% |
| 3795.15 | 1 | < 0.1% |
| 3795.01 | 1 | < 0.1% |
| 3794.99 | 1 | < 0.1% |
| 3794.86 | 1 | < 0.1% |
| 3794.76 | 2 | < 0.1% |
| 3794.75 | 1 | < 0.1% |
| 3794.74 | 1 | < 0.1% |
| 3794.7 | 1 | < 0.1% |
times0_l6m
Categorical
High correlation
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| 1 | |
|---|---|
| 6 | |
| 0 | |
| 2 | |
| 5 | |
| Other values (2) | 28931 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 6 |
|---|---|
| 2nd row | 6 |
| 3rd row | 6 |
| 4th row | 6 |
| 5th row | 6 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 554428 | |
| 6 | 437228 | |
| 0 | 197216 | 14.5% |
| 2 | 77362 | 5.7% |
| 5 | 60635 | 4.5% |
| 4 | 17807 | 1.3% |
| 3 | 11124 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 554428 | |
| 6 | 437228 | |
| 0 | 197216 | 14.5% |
| 2 | 77362 | 5.7% |
| 5 | 60635 | 4.5% |
| 4 | 17807 | 1.3% |
| 3 | 11124 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 554428 | |
| 6 | 437228 | |
| 0 | 197216 | 14.5% |
| 2 | 77362 | 5.7% |
| 5 | 60635 | 4.5% |
| 4 | 17807 | 1.3% |
| 3 | 11124 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 554428 | |
| 6 | 437228 | |
| 0 | 197216 | 14.5% |
| 2 | 77362 | 5.7% |
| 5 | 60635 | 4.5% |
| 4 | 17807 | 1.3% |
| 3 | 11124 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 554428 | |
| 6 | 437228 | |
| 0 | 197216 | 14.5% |
| 2 | 77362 | 5.7% |
| 5 | 60635 | 4.5% |
| 4 | 17807 | 1.3% |
| 3 | 11124 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 554428 | |
| 6 | 437228 | |
| 0 | 197216 | 14.5% |
| 2 | 77362 | 5.7% |
| 5 | 60635 | 4.5% |
| 4 | 17807 | 1.3% |
| 3 | 11124 | 0.8% |
suminvoice_l3m
Real number (ℝ)
High correlation Zeros
| Distinct | 407621 |
|---|---|
| Distinct (%) | 30.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2201.4747 |
| Minimum | 0 |
|---|---|
| Maximum | 16614.44 |
| Zeros | 67746 |
| Zeros (%) | 5.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 368.99 |
| median | 772.39 |
| Q3 | 2244.26 |
| 95-th percentile | 10399.493 |
| Maximum | 16614.44 |
| Range | 16614.44 |
| Interquartile range (IQR) | 1875.27 |
Descriptive statistics
| Standard deviation | 3539.2766 |
|---|---|
| Coefficient of variation (CV) | 1.6076844 |
| Kurtosis | 7.6545429 |
| Mean | 2201.4747 |
| Median Absolute Deviation (MAD) | 513.41 |
| Skewness | 2.7876087 |
| Sum | 2.9847595 × 109 |
| Variance | 12526479 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 67746 | 5.0% |
| 16614.44 | 40675 | 3.0% |
| 299 | 10710 | 0.8% |
| 199 | 6986 | 0.5% |
| 199.01 | 6756 | 0.5% |
| 399 | 6377 | 0.5% |
| 308.99 | 5909 | 0.4% |
| 229 | 5609 | 0.4% |
| 299.01 | 5133 | 0.4% |
| 249 | 4522 | 0.3% |
| Other values (407611) | 1195377 |
| Value | Count | Frequency (%) |
| 0 | 67746 | |
| 0.01 | 49 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.04 | 3 | < 0.1% |
| 0.05 | 2 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 1 | < 0.1% |
| 0.08 | 5 | < 0.1% |
| 0.09 | 3 | < 0.1% |
| 0.1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 16614.44 | 40675 | |
| 16614.18 | 1 | < 0.1% |
| 16614.04 | 1 | < 0.1% |
| 16613.89 | 1 | < 0.1% |
| 16613.65 | 1 | < 0.1% |
| 16613.55 | 1 | < 0.1% |
| 16612.8 | 1 | < 0.1% |
| 16612.23 | 1 | < 0.1% |
| 16611.76 | 1 | < 0.1% |
| 16611.04 | 1 | < 0.1% |
avginvoice_l6m
Real number (ℝ)
High correlation Zeros
| Distinct | 234040 |
|---|---|
| Distinct (%) | 17.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 853.42187 |
| Minimum | 0 |
|---|---|
| Maximum | 4103.56 |
| Zeros | 67257 |
| Zeros (%) | 5.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.2985 |
| Q1 | 308.67 |
| median | 527.955 |
| Q3 | 973.33 |
| 95-th percentile | 3401.572 |
| Maximum | 4103.56 |
| Range | 4103.56 |
| Interquartile range (IQR) | 664.66 |
Descriptive statistics
| Standard deviation | 937.46296 |
|---|---|
| Coefficient of variation (CV) | 1.0984754 |
| Kurtosis | 4.5253984 |
| Mean | 853.42187 |
| Median Absolute Deviation (MAD) | 271.045 |
| Skewness | 2.2066638 |
| Sum | 1.1570694 × 109 |
| Variance | 878836.81 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 67257 | 5.0% |
| 4103.56 | 54233 | 4.0% |
| 299 | 9757 | 0.7% |
| 199 | 6435 | 0.5% |
| 199.01 | 6327 | 0.5% |
| 399 | 5453 | 0.4% |
| 308.99 | 5215 | 0.4% |
| 229 | 5052 | 0.4% |
| 299.01 | 4658 | 0.3% |
| 249 | 4231 | 0.3% |
| Other values (234030) | 1187182 |
| Value | Count | Frequency (%) |
| 0 | 67257 | |
| 0.01 | 40 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 2 | < 0.1% |
| 0.05 | 3 | < 0.1% |
| 0.06 | 2 | < 0.1% |
| 0.07 | 1 | < 0.1% |
| 0.08 | 4 | < 0.1% |
| 0.09 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 4103.56 | 54233 | |
| 4103.3 | 1 | < 0.1% |
| 4103.26 | 2 | < 0.1% |
| 4103.19 | 1 | < 0.1% |
| 4103.09 | 1 | < 0.1% |
| 4103.08 | 1 | < 0.1% |
| 4103.06 | 1 | < 0.1% |
| 4102.91 | 1 | < 0.1% |
| 4102.87 | 1 | < 0.1% |
| 4102.79 | 1 | < 0.1% |
sumnetpay_l3m
Real number (ℝ)
High correlation Zeros
| Distinct | 344144 |
|---|---|
| Distinct (%) | 25.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1619.3438 |
| Minimum | -0 |
|---|---|
| Maximum | 9904.89 |
| Zeros | 342212 |
| Zeros (%) | 25.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | -0 |
|---|---|
| 5-th percentile | -0 |
| Q1 | -0 |
| median | 349.42 |
| Q3 | 1889.91 |
| 95-th percentile | 9904.89 |
| Maximum | 9904.89 |
| Range | 9904.89 |
| Interquartile range (IQR) | 1889.91 |
Descriptive statistics
| Standard deviation | 2647.8128 |
|---|---|
| Coefficient of variation (CV) | 1.6351147 |
| Kurtosis | 3.282452 |
| Mean | 1619.3438 |
| Median Absolute Deviation (MAD) | 349.42 |
| Skewness | 2.0568605 |
| Sum | 2.1955063 × 109 |
| Variance | 7010912.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0 | 342212 | 25.2% |
| 9904.89 | 67792 | 5.0% |
| 18 | 1544 | 0.1% |
| 120.75 | 1327 | 0.1% |
| 200 | 966 | 0.1% |
| 597 | 852 | 0.1% |
| 328 | 785 | 0.1% |
| 273 | 706 | 0.1% |
| 185 | 683 | 0.1% |
| 100.88 | 654 | < 0.1% |
| Other values (344134) | 938279 |
| Value | Count | Frequency (%) |
| -0 | 342212 | |
| 1.42109 × 10-14 | 1 | < 0.1% |
| 2.84217 × 10-14 | 1 | < 0.1% |
| 3.55271 × 10-14 | 3 | < 0.1% |
| 4.9738 × 10-14 | 1 | < 0.1% |
| 5.68434 × 10-14 | 5 | < 0.1% |
| 7.10543 × 10-14 | 1 | < 0.1% |
| 8.52651 × 10-14 | 1 | < 0.1% |
| 1.13687 × 10-13 | 7 | < 0.1% |
| 1.42109 × 10-13 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9904.89 | 67792 | |
| 9904.62 | 1 | < 0.1% |
| 9904.53 | 1 | < 0.1% |
| 9904.28 | 1 | < 0.1% |
| 9904.2 | 1 | < 0.1% |
| 9904 | 1 | < 0.1% |
| 9903.72 | 1 | < 0.1% |
| 9903.69 | 1 | < 0.1% |
| 9903.19 | 1 | < 0.1% |
| 9903.18 | 1 | < 0.1% |
avgnetpay_l9m
Real number (ℝ)
High correlation Zeros
| Distinct | 204941 |
|---|---|
| Distinct (%) | 15.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 584.66066 |
| Minimum | -0 |
|---|---|
| Maximum | 3440.01 |
| Zeros | 339504 |
| Zeros (%) | 25.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | -0 |
|---|---|
| 5-th percentile | -0 |
| Q1 | -0 |
| median | 267.05 |
| Q3 | 636.3425 |
| 95-th percentile | 3139.741 |
| Maximum | 3440.01 |
| Range | 3440.01 |
| Interquartile range (IQR) | 636.3425 |
Descriptive statistics
| Standard deviation | 863.95341 |
|---|---|
| Coefficient of variation (CV) | 1.4777006 |
| Kurtosis | 4.0148791 |
| Mean | 584.66066 |
| Median Absolute Deviation (MAD) | 267.05 |
| Skewness | 2.1743319 |
| Sum | 7.9268292 × 108 |
| Variance | 746415.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0 | 339504 | 25.0% |
| 3440.01 | 61012 | 4.5% |
| 18 | 1472 | 0.1% |
| 120.75 | 1303 | 0.1% |
| 200 | 1015 | 0.1% |
| 328 | 733 | 0.1% |
| 185 | 666 | < 0.1% |
| 273 | 636 | < 0.1% |
| 300 | 583 | < 0.1% |
| 230 | 561 | < 0.1% |
| Other values (204931) | 948315 |
| Value | Count | Frequency (%) |
| -0 | 339504 | |
| 0.01 | 27 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.11 | 3 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.19 | 1 | < 0.1% |
| 0.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3440.01 | 61012 | |
| 3439.98 | 1 | < 0.1% |
| 3439.92 | 1 | < 0.1% |
| 3439.9 | 1 | < 0.1% |
| 3439.84 | 1 | < 0.1% |
| 3439.8 | 1 | < 0.1% |
| 3439.76 | 1 | < 0.1% |
| 3439.65 | 1 | < 0.1% |
| 3439.64 | 1 | < 0.1% |
| 3439.62 | 1 | < 0.1% |
mediannetpay_l6m
Real number (ℝ)
High correlation Zeros
| Distinct | 225191 |
|---|---|
| Distinct (%) | 16.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 560.68558 |
| Minimum | -993.825 |
|---|---|
| Maximum | 3117.11 |
| Zeros | 349695 |
| Zeros (%) | 25.8% |
| Negative | 342 |
| Negative (%) | < 0.1% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | -993.825 |
|---|---|
| 5-th percentile | -0 |
| Q1 | -0 |
| median | 257.42 |
| Q3 | 618.12125 |
| 95-th percentile | 3117.11 |
| Maximum | 3117.11 |
| Range | 4110.935 |
| Interquartile range (IQR) | 618.12125 |
Descriptive statistics
| Standard deviation | 813.1919 |
|---|---|
| Coefficient of variation (CV) | 1.4503528 |
| Kurtosis | 3.3747385 |
| Mean | 560.68558 |
| Median Absolute Deviation (MAD) | 257.42 |
| Skewness | 2.0525995 |
| Sum | 7.6017751 × 108 |
| Variance | 661281.06 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0 | 349695 | 25.8% |
| 3117.11 | 67791 | 5.0% |
| 299 | 2851 | 0.2% |
| 199 | 1966 | 0.1% |
| 308.99 | 1669 | 0.1% |
| 18 | 1539 | 0.1% |
| 200 | 1313 | 0.1% |
| 120.75 | 1302 | 0.1% |
| 208.99 | 1109 | 0.1% |
| 209 | 902 | 0.1% |
| Other values (225181) | 925663 |
| Value | Count | Frequency (%) |
| -993.825 | 1 | |
| -689.19 | 1 | |
| -484.06 | 1 | |
| -459.395 | 1 | |
| -437 | 1 | |
| -431 | 1 | |
| -420.49 | 1 | |
| -397.185 | 1 | |
| -393.91 | 1 | |
| -388.03 | 1 |
| Value | Count | Frequency (%) |
| 3117.11 | 67791 | |
| 3117.065 | 1 | < 0.1% |
| 3117.015 | 1 | < 0.1% |
| 3117.01 | 1 | < 0.1% |
| 3116.975 | 1 | < 0.1% |
| 3116.925 | 1 | < 0.1% |
| 3116.825 | 1 | < 0.1% |
| 3116.815 | 1 | < 0.1% |
| 3116.8 | 1 | < 0.1% |
| 3116.76 | 1 | < 0.1% |
internal_bscore
Real number (ℝ)
High correlation
| Distinct | 215 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 621.29175 |
| Minimum | 502 |
|---|---|
| Maximum | 727 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | 502 |
|---|---|
| 5-th percentile | 539 |
| Q1 | 592 |
| median | 602 |
| Q3 | 670 |
| 95-th percentile | 721 |
| Maximum | 727 |
| Range | 225 |
| Interquartile range (IQR) | 78 |
Descriptive statistics
| Standard deviation | 55.97059 |
|---|---|
| Coefficient of variation (CV) | 0.090087451 |
| Kurtosis | -0.93053632 |
| Mean | 621.29175 |
| Median Absolute Deviation (MAD) | 36 |
| Skewness | 0.32096629 |
| Sum | 8.4234736 × 108 |
| Variance | 3132.707 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 602 | 432366 | |
| 539 | 183971 | 13.6% |
| 575 | 91124 | 6.7% |
| 722 | 43350 | 3.2% |
| 613 | 42626 | 3.1% |
| 721 | 21513 | 1.6% |
| 586 | 19623 | 1.4% |
| 548 | 17529 | 1.3% |
| 713 | 12482 | 0.9% |
| 702 | 11444 | 0.8% |
| Other values (205) | 479772 |
| Value | Count | Frequency (%) |
| 502 | 8 | < 0.1% |
| 510 | 2 | < 0.1% |
| 511 | 170 | |
| 512 | 4 | < 0.1% |
| 513 | 1 | < 0.1% |
| 515 | 1 | < 0.1% |
| 517 | 6 | < 0.1% |
| 518 | 1 | < 0.1% |
| 519 | 26 | < 0.1% |
| 520 | 31 | < 0.1% |
| Value | Count | Frequency (%) |
| 727 | 4174 | 0.3% |
| 726 | 5073 | 0.4% |
| 725 | 82 | < 0.1% |
| 723 | 4 | < 0.1% |
| 722 | 43350 | |
| 721 | 21513 | |
| 720 | 4513 | 0.3% |
| 719 | 229 | < 0.1% |
| 718 | 925 | 0.1% |
| 717 | 8367 | 0.6% |
monthly_income
Real number (ℝ)
High correlation Zeros
| Distinct | 1436 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 5 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19820.067 |
| Minimum | 0 |
|---|---|
| Maximum | 150000 |
| Zeros | 55712 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 20.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 5300 |
| median | 12800 |
| Q3 | 27800 |
| 95-th percentile | 61300 |
| Maximum | 150000 |
| Range | 150000 |
| Interquartile range (IQR) | 22500 |
Descriptive statistics
| Standard deviation | 19955.36 |
|---|---|
| Coefficient of variation (CV) | 1.006826 |
| Kurtosis | 3.7217483 |
| Mean | 19820.067 |
| Median Absolute Deviation (MAD) | 8700 |
| Skewness | 1.7760843 |
| Sum | 2.6871948 × 1010 |
| Variance | 3.9821638 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 55712 | 4.1% |
| 4100 | 14799 | 1.1% |
| 4500 | 12516 | 0.9% |
| 4200 | 12333 | 0.9% |
| 4300 | 11764 | 0.9% |
| 5000 | 11705 | 0.9% |
| 5400 | 11666 | 0.9% |
| 4700 | 11529 | 0.9% |
| 4000 | 11511 | 0.8% |
| 4400 | 11215 | 0.8% |
| Other values (1426) | 1191045 |
| Value | Count | Frequency (%) |
| 0 | 55712 | |
| 100 | 10 | < 0.1% |
| 200 | 16 | < 0.1% |
| 300 | 18 | < 0.1% |
| 400 | 44 | < 0.1% |
| 500 | 47 | < 0.1% |
| 600 | 131 | < 0.1% |
| 700 | 57 | < 0.1% |
| 800 | 77 | < 0.1% |
| 900 | 561 | < 0.1% |
| Value | Count | Frequency (%) |
| 150000 | 29 | |
| 149800 | 9 | < 0.1% |
| 149600 | 1 | < 0.1% |
| 149500 | 1 | < 0.1% |
| 149100 | 3 | < 0.1% |
| 148900 | 1 | < 0.1% |
| 148800 | 1 | < 0.1% |
| 148500 | 1 | < 0.1% |
| 147900 | 1 | < 0.1% |
| 147700 | 2 | < 0.1% |
income_band
Categorical
High correlation
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5 |
| Missing (%) | < 0.1% |
| Memory size | 11.6 MiB |
| R4,000 - R5,999 | |
|---|---|
| R10,000 - R14,999 | |
| <R4,000 | |
| R15,000 - R19,999 | |
| R6,000 - R7,999 | |
| Other values (12) |
Length
| Max length | 24 |
|---|---|
| Median length | 17 |
| Mean length | 15.651908 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | R20,000 - R24,999 |
|---|---|
| 2nd row | R30,000 - R39,999 |
| 3rd row | R40,000 - R49,999 |
| 4th row | R30,000 - R39,999 |
| 5th row | R40,000 - R49,999 |
Common Values
| Value | Count | Frequency (%) |
| R4,000 - R5,999 | 201246 | |
| R10,000 - R14,999 | 139941 | |
| <R4,000 | 136395 | |
| R15,000 - R19,999 | 125514 | |
| R6,000 - R7,999 | 121102 | |
| R30,000 - R39,999 | 115629 | |
| R20,000 - R24,999 | 107475 | |
| R25,000 - R29,999 | 84933 | |
| R8,000 - R9,999 | 78263 | 5.8% |
| R40,000 - R49,999 | 71177 | 5.2% |
| Other values (7) | 174120 |
Length
| Value | Count | Frequency (%) |
| 1156181 | ||
| r4,000 | 337641 | 8.8% |
| r5,999 | 201246 | 5.2% |
| r10,000 | 139941 | 3.6% |
| r14,999 | 139941 | 3.6% |
| r15,000 | 125514 | 3.3% |
| r19,999 | 125514 | 3.3% |
| r6,000 | 121102 | 3.2% |
| r7,999 | 121102 | 3.2% |
| r30,000 | 115629 | 3.0% |
| Other values (24) | 1251482 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4460386 | |
| 9 | 4068476 | |
| 2479498 | ||
| R | 2456264 | |
| , | 2456264 | |
| - | 1156181 | 5.4% |
| 4 | 727411 | 3.4% |
| 1 | 538417 | 2.5% |
| 5 | 503407 | 2.4% |
| 2 | 384816 | 1.8% |
| Other values (24) | 1989658 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21220778 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4460386 | |
| 9 | 4068476 | |
| 2479498 | ||
| R | 2456264 | |
| , | 2456264 | |
| - | 1156181 | 5.4% |
| 4 | 727411 | 3.4% |
| 1 | 538417 | 2.5% |
| 5 | 503407 | 2.4% |
| 2 | 384816 | 1.8% |
| Other values (24) | 1989658 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21220778 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4460386 | |
| 9 | 4068476 | |
| 2479498 | ||
| R | 2456264 | |
| , | 2456264 | |
| - | 1156181 | 5.4% |
| 4 | 727411 | 3.4% |
| 1 | 538417 | 2.5% |
| 5 | 503407 | 2.4% |
| 2 | 384816 | 1.8% |
| Other values (24) | 1989658 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21220778 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4460386 | |
| 9 | 4068476 | |
| 2479498 | ||
| R | 2456264 | |
| , | 2456264 | |
| - | 1156181 | 5.4% |
| 4 | 727411 | 3.4% |
| 1 | 538417 | 2.5% |
| 5 | 503407 | 2.4% |
| 2 | 384816 | 1.8% |
| Other values (24) | 1989658 |
customer_value
Categorical
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| Bronze | |
|---|---|
| Silver | |
| Onyx | |
| Platinum | 80336 |
| Gold | 78667 |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.8569074 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Onyx |
|---|---|
| 2nd row | Onyx |
| 3rd row | Onyx |
| 4th row | Onyx |
| 5th row | Onyx |
Common Values
| Value | Count | Frequency (%) |
| Bronze | 929257 | |
| Silver | 169109 | 12.5% |
| Onyx | 97950 | 7.2% |
| Platinum | 80336 | 5.9% |
| Gold | 78667 | 5.8% |
| Tin | 481 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| bronze | 929257 | |
| silver | 169109 | 12.5% |
| onyx | 97950 | 7.2% |
| platinum | 80336 | 5.9% |
| gold | 78667 | 5.8% |
| tin | 481 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1108024 | |
| r | 1098366 | |
| e | 1098366 | |
| o | 1007924 | |
| B | 929257 | |
| z | 929257 | |
| l | 328112 | 4.1% |
| i | 249926 | 3.1% |
| S | 169109 | 2.1% |
| v | 169109 | 2.1% |
| Other values (11) | 853345 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7940795 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1108024 | |
| r | 1098366 | |
| e | 1098366 | |
| o | 1007924 | |
| B | 929257 | |
| z | 929257 | |
| l | 328112 | 4.1% |
| i | 249926 | 3.1% |
| S | 169109 | 2.1% |
| v | 169109 | 2.1% |
| Other values (11) | 853345 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7940795 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1108024 | |
| r | 1098366 | |
| e | 1098366 | |
| o | 1007924 | |
| B | 929257 | |
| z | 929257 | |
| l | 328112 | 4.1% |
| i | 249926 | 3.1% |
| S | 169109 | 2.1% |
| v | 169109 | 2.1% |
| Other values (11) | 853345 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7940795 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1108024 | |
| r | 1098366 | |
| e | 1098366 | |
| o | 1007924 | |
| B | 929257 | |
| z | 929257 | |
| l | 328112 | 4.1% |
| i | 249926 | 3.1% |
| S | 169109 | 2.1% |
| v | 169109 | 2.1% |
| Other values (11) | 853345 |
thinfile
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.7 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1223424 | |
| 1 | 132376 | 9.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1223424 | |
| 1 | 132376 | 9.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1223424 | |
| 1 | 132376 | 9.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1223424 | |
| 1 | 132376 | 9.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1223424 | |
| 1 | 132376 | 9.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1223424 | |
| 1 | 132376 | 9.8% |
maxarrs_l12m_flag
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.7 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1021954 | |
| 1 | 333846 | 24.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1021954 | |
| 1 | 333846 | 24.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1021954 | |
| 1 | 333846 | 24.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1021954 | |
| 1 | 333846 | 24.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1021954 | |
| 1 | 333846 | 24.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1021954 | |
| 1 | 333846 | 24.6% |
total_payment_reversals_flag
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.7 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 966210 | |
| 1 | 389590 |
monthssincemrrdpayment_flag
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.7 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 853580 | |
| 1 | 502220 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 853580 | |
| 1 | 502220 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 853580 | |
| 1 | 502220 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 853580 | |
| 1 | 502220 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 853580 | |
| 1 | 502220 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 853580 | |
| 1 | 502220 |
timesrdpay_l6m_flag
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.7 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 936130 | |
| 1 | 419670 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 936130 | |
| 1 | 419670 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 936130 | |
| 1 | 419670 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 936130 | |
| 1 | 419670 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 936130 | |
| 1 | 419670 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1355800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 936130 | |
| 1 | 419670 |
months_since_acc_creation_binned
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| <3 | |
|---|---|
| 100+ | |
| 3-40 | |
| 41-100 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.0248724 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 100+ |
|---|---|
| 2nd row | 100+ |
| 3rd row | 100+ |
| 4th row | 100+ |
| 5th row | 100+ |
Common Values
| Value | Count | Frequency (%) |
| <3 | 817827 | |
| 100+ | 213288 | 15.7% |
| 3-40 | 167897 | 12.4% |
| 41-100 | 156788 | 11.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 817827 | |
| 100 | 213288 | 15.7% |
| 3-40 | 167897 | 12.4% |
| 41-100 | 156788 | 11.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 985724 | |
| 0 | 908049 | |
| < | 817827 | |
| 1 | 526864 | |
| - | 324685 | 7.9% |
| 4 | 324685 | 7.9% |
| + | 213288 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4101122 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 985724 | |
| 0 | 908049 | |
| < | 817827 | |
| 1 | 526864 | |
| - | 324685 | 7.9% |
| 4 | 324685 | 7.9% |
| + | 213288 | 5.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4101122 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 985724 | |
| 0 | 908049 | |
| < | 817827 | |
| 1 | 526864 | |
| - | 324685 | 7.9% |
| 4 | 324685 | 7.9% |
| + | 213288 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4101122 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 985724 | |
| 0 | 908049 | |
| < | 817827 | |
| 1 | 526864 | |
| - | 324685 | 7.9% |
| 4 | 324685 | 7.9% |
| + | 213288 | 5.2% |
credit_score_band
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 MiB |
| 660-688 | |
|---|---|
| 610-635 | |
| 635-660 | |
| <610 | |
| 688+ |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.0090109 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 688+ |
|---|---|
| 2nd row | 688+ |
| 3rd row | 688+ |
| 4th row | 688+ |
| 5th row | 688+ |
Common Values
| Value | Count | Frequency (%) |
| 660-688 | 306538 | |
| 610-635 | 302412 | |
| 635-660 | 298989 | |
| <610 | 258272 | |
| 688+ | 189589 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 660-688 | 306538 | |
| 610-635 | 302412 | |
| 635-660 | 298989 | |
| 610 | 258272 | |
| 688 | 189589 |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 2869266 | |
| 0 | 1166211 | |
| 8 | 992254 | 12.2% |
| - | 907939 | 11.1% |
| 3 | 601401 | 7.4% |
| 5 | 601401 | 7.4% |
| 1 | 560684 | 6.9% |
| < | 258272 | 3.2% |
| + | 189589 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8147017 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 6 | 2869266 | |
| 0 | 1166211 | |
| 8 | 992254 | 12.2% |
| - | 907939 | 11.1% |
| 3 | 601401 | 7.4% |
| 5 | 601401 | 7.4% |
| 1 | 560684 | 6.9% |
| < | 258272 | 3.2% |
| + | 189589 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8147017 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 6 | 2869266 | |
| 0 | 1166211 | |
| 8 | 992254 | 12.2% |
| - | 907939 | 11.1% |
| 3 | 601401 | 7.4% |
| 5 | 601401 | 7.4% |
| 1 | 560684 | 6.9% |
| < | 258272 | 3.2% |
| + | 189589 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8147017 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 6 | 2869266 | |
| 0 | 1166211 | |
| 8 | 992254 | 12.2% |
| - | 907939 | 11.1% |
| 3 | 601401 | 7.4% |
| 5 | 601401 | 7.4% |
| 1 | 560684 | 6.9% |
| < | 258272 | 3.2% |
| + | 189589 | 2.3% |
Interactions
Correlations
| Bank | Channel | Phones | Term | approved_with_condition_flag | avginvoice_l6m | avgnetpay_l9m | bad | client_type | conditions_met | contract_type | credit_score | credit_score_band | customer_value | financed_deal_flag | income_band | internal_bscore | internal_risk_ranking | invoice_amount | maxarrs_l12m_flag | mediannetpay_l6m | monthly_income | months_since_acc_creation_binned | monthssincemrrdpayment_flag | no_active_subs | no_lines_applied | obs_totalother | portfolio | returned_debit_flag | sales_region | suminvoice_l3m | suminvoice_q1_to_q4 | sumnetpay_l3m | thinfile | times0_l3m | times0_l6m | timesrdpay_l6m_flag | total_payment_reversals_flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Bank | 1.000 | 0.104 | 0.056 | 0.080 | 0.057 | 0.134 | 0.151 | 0.290 | 0.325 | 0.087 | 0.222 | 0.214 | 0.236 | 0.172 | 0.382 | 0.208 | 0.187 | 0.171 | 0.142 | 0.187 | 0.150 | 0.191 | 0.205 | 0.249 | 0.132 | 0.012 | 0.108 | 0.194 | 0.305 | 0.072 | 0.153 | 0.147 | 0.157 | 0.155 | 0.205 | 0.161 | 0.291 | 0.305 |
| Channel | 0.104 | 1.000 | 0.265 | 0.208 | 0.257 | 0.223 | 0.211 | 0.310 | 0.213 | 0.366 | 0.668 | 0.167 | 0.180 | 0.167 | 0.358 | 0.163 | 0.143 | 0.116 | 0.225 | 0.177 | 0.214 | 0.153 | 0.116 | 0.179 | 0.161 | 0.012 | 0.113 | 0.259 | 0.213 | 0.359 | 0.221 | 0.098 | 0.194 | 0.135 | 0.163 | 0.134 | 0.198 | 0.213 |
| Phones | 0.056 | 0.265 | 1.000 | 0.358 | 0.138 | 0.125 | 0.123 | 0.011 | 0.070 | 0.055 | 0.111 | 0.124 | 0.112 | 0.079 | 0.139 | 0.068 | 0.083 | 0.083 | 0.132 | 0.012 | 0.128 | 0.064 | 0.067 | 0.051 | 0.254 | 0.006 | 0.127 | 0.331 | 0.049 | 0.097 | 0.074 | 0.070 | 0.077 | 0.042 | 0.054 | 0.058 | 0.049 | 0.049 |
| Term | 0.080 | 0.208 | 0.358 | 1.000 | 0.097 | 0.123 | 0.096 | 0.096 | 0.073 | 0.037 | 0.157 | 0.116 | 0.109 | 0.089 | 0.083 | 0.085 | 0.095 | 0.084 | 0.120 | 0.070 | 0.093 | 0.080 | 0.061 | 0.093 | 0.107 | 0.004 | 0.092 | 0.245 | 0.097 | 0.124 | 0.095 | 0.067 | 0.088 | 0.014 | 0.066 | 0.068 | 0.096 | 0.097 |
| approved_with_condition_flag | 0.057 | 0.257 | 0.138 | 0.097 | 1.000 | 0.191 | 0.189 | 0.097 | 0.084 | 0.679 | 0.354 | 0.180 | 0.175 | 0.183 | 0.255 | 0.170 | 0.123 | 0.137 | 0.198 | 0.043 | 0.175 | 0.138 | 0.096 | 0.028 | 0.161 | 0.014 | 0.137 | 0.351 | 0.064 | 0.085 | 0.227 | 0.097 | 0.202 | 0.070 | 0.105 | 0.112 | 0.059 | 0.064 |
| avginvoice_l6m | 0.134 | 0.223 | 0.125 | 0.123 | 0.191 | 1.000 | 0.514 | 0.174 | 0.470 | 0.322 | 0.612 | 0.334 | 0.197 | 0.465 | 0.368 | 0.195 | 0.312 | 0.167 | -0.909 | 0.211 | 0.519 | 0.408 | 0.295 | 0.149 | 0.344 | 0.113 | 0.577 | 0.197 | 0.185 | 0.063 | 0.872 | 0.400 | 0.480 | 0.123 | 0.277 | 0.211 | 0.168 | 0.185 |
| avgnetpay_l9m | 0.151 | 0.211 | 0.123 | 0.096 | 0.189 | 0.514 | 1.000 | 0.329 | 0.718 | 0.302 | 0.588 | 0.486 | 0.238 | 0.573 | 0.431 | 0.216 | 0.705 | 0.247 | -0.564 | 0.141 | 0.991 | 0.534 | 0.435 | 0.102 | 0.413 | 0.118 | 0.541 | 0.250 | 0.223 | 0.068 | 0.669 | 0.654 | 0.970 | 0.191 | 0.396 | 0.292 | 0.181 | 0.223 |
| bad | 0.290 | 0.310 | 0.011 | 0.096 | 0.097 | 0.174 | 0.329 | 1.000 | 0.359 | 0.009 | 0.116 | 0.510 | 0.499 | 0.350 | 0.483 | 0.419 | 0.539 | 0.373 | 0.216 | 0.356 | 0.363 | 0.347 | 0.352 | 0.309 | 0.287 | 0.003 | 0.238 | 0.527 | 0.404 | 0.195 | 0.277 | 0.351 | 0.336 | 0.233 | 0.503 | 0.504 | 0.380 | 0.404 |
| client_type | 0.325 | 0.213 | 0.070 | 0.073 | 0.084 | 0.470 | 0.718 | 0.359 | 1.000 | 0.049 | 0.224 | 0.498 | 0.491 | 0.825 | 0.506 | 0.543 | 0.920 | 0.931 | 0.617 | 0.053 | 0.706 | 0.500 | 0.945 | 0.050 | 0.796 | 0.007 | 0.498 | 0.727 | 0.274 | 0.153 | 0.759 | 0.914 | 0.872 | 0.229 | 0.907 | 0.952 | 0.212 | 0.274 |
| conditions_met | 0.087 | 0.366 | 0.055 | 0.037 | 0.679 | 0.322 | 0.302 | 0.009 | 0.049 | 1.000 | 0.548 | 0.107 | 0.102 | 0.247 | 0.050 | 0.177 | 0.090 | 0.142 | 0.321 | 0.014 | 0.285 | 0.175 | 0.042 | 0.054 | 0.209 | 0.018 | 0.099 | 0.124 | 0.045 | 0.057 | 0.340 | 0.068 | 0.292 | 0.013 | 0.034 | 0.045 | 0.043 | 0.045 |
| contract_type | 0.222 | 0.668 | 0.111 | 0.157 | 0.354 | 0.612 | 0.588 | 0.116 | 0.224 | 0.548 | 1.000 | 0.273 | 0.265 | 0.491 | 0.123 | 0.379 | 0.276 | 0.323 | 0.606 | 0.053 | 0.561 | 0.376 | 0.219 | 0.117 | 0.437 | 0.026 | 0.101 | 0.205 | 0.131 | 0.139 | 0.646 | 0.237 | 0.568 | 0.023 | 0.203 | 0.211 | 0.123 | 0.131 |
| credit_score | 0.214 | 0.167 | 0.124 | 0.116 | 0.180 | 0.334 | 0.486 | 0.510 | 0.498 | 0.107 | 0.273 | 1.000 | 0.857 | 0.273 | 0.683 | 0.259 | 0.620 | 0.232 | -0.400 | 0.282 | 0.478 | 0.685 | 0.339 | 0.332 | 0.204 | 0.097 | 0.330 | 0.350 | 0.408 | 0.083 | 0.469 | 0.471 | 0.516 | 0.312 | 0.324 | 0.235 | 0.391 | 0.408 |
| credit_score_band | 0.236 | 0.180 | 0.112 | 0.109 | 0.175 | 0.197 | 0.238 | 0.499 | 0.491 | 0.102 | 0.265 | 0.857 | 1.000 | 0.300 | 0.674 | 0.377 | 0.342 | 0.341 | 0.218 | 0.276 | 0.240 | 0.325 | 0.333 | 0.327 | 0.224 | 0.004 | 0.180 | 0.415 | 0.402 | 0.107 | 0.235 | 0.256 | 0.250 | 0.286 | 0.319 | 0.283 | 0.386 | 0.402 |
| customer_value | 0.172 | 0.167 | 0.079 | 0.089 | 0.183 | 0.465 | 0.573 | 0.350 | 0.825 | 0.247 | 0.491 | 0.273 | 0.300 | 1.000 | 0.452 | 0.298 | 0.525 | 0.649 | 0.433 | 0.177 | 0.574 | 0.285 | 0.528 | 0.175 | 0.401 | 0.004 | 0.288 | 0.311 | 0.349 | 0.077 | 0.528 | 0.403 | 0.609 | 0.196 | 0.491 | 0.392 | 0.312 | 0.349 |
| financed_deal_flag | 0.382 | 0.358 | 0.139 | 0.083 | 0.255 | 0.368 | 0.431 | 0.483 | 0.506 | 0.050 | 0.123 | 0.683 | 0.674 | 0.452 | 1.000 | 0.580 | 0.557 | 0.493 | 0.449 | 0.218 | 0.446 | 0.494 | 0.489 | 0.222 | 0.448 | 0.004 | 0.434 | 0.961 | 0.347 | 0.212 | 0.429 | 0.479 | 0.466 | 0.284 | 0.533 | 0.544 | 0.313 | 0.347 |
| income_band | 0.208 | 0.163 | 0.068 | 0.085 | 0.170 | 0.195 | 0.216 | 0.419 | 0.543 | 0.177 | 0.379 | 0.259 | 0.377 | 0.298 | 0.580 | 1.000 | 0.211 | 0.189 | 0.207 | 0.195 | 0.213 | 0.802 | 0.334 | 0.239 | 0.240 | 0.007 | 0.203 | 0.281 | 0.356 | 0.073 | 0.220 | 0.181 | 0.222 | 0.656 | 0.320 | 0.233 | 0.324 | 0.356 |
| internal_bscore | 0.187 | 0.143 | 0.083 | 0.095 | 0.123 | 0.312 | 0.705 | 0.539 | 0.920 | 0.090 | 0.276 | 0.620 | 0.342 | 0.525 | 0.557 | 0.211 | 1.000 | 0.484 | -0.444 | 0.813 | 0.691 | 0.598 | 0.698 | 0.785 | 0.359 | 0.093 | 0.373 | 0.321 | 0.887 | 0.076 | 0.595 | 0.757 | 0.778 | 0.249 | 0.793 | 0.581 | 0.857 | 0.887 |
| internal_risk_ranking | 0.171 | 0.116 | 0.083 | 0.084 | 0.137 | 0.167 | 0.247 | 0.373 | 0.931 | 0.142 | 0.323 | 0.232 | 0.341 | 0.649 | 0.493 | 0.189 | 0.484 | 1.000 | 0.206 | 0.345 | 0.242 | 0.185 | 0.656 | 0.311 | 0.357 | 0.011 | 0.219 | 0.305 | 0.386 | 0.063 | 0.253 | 0.328 | 0.292 | 0.218 | 0.558 | 0.436 | 0.370 | 0.386 |
| invoice_amount | 0.142 | 0.225 | 0.132 | 0.120 | 0.198 | -0.909 | -0.564 | 0.216 | 0.617 | 0.321 | 0.606 | -0.400 | 0.218 | 0.433 | 0.449 | 0.207 | -0.444 | 0.206 | 1.000 | 0.209 | -0.558 | -0.469 | 0.362 | 0.155 | 0.374 | -0.115 | -0.654 | 0.236 | 0.191 | 0.066 | -0.946 | -0.569 | -0.580 | 0.164 | 0.347 | 0.261 | 0.171 | 0.191 |
| maxarrs_l12m_flag | 0.187 | 0.177 | 0.012 | 0.070 | 0.043 | 0.211 | 0.141 | 0.356 | 0.053 | 0.014 | 0.053 | 0.282 | 0.276 | 0.177 | 0.218 | 0.195 | 0.813 | 0.345 | 0.209 | 1.000 | 0.223 | 0.158 | 0.063 | 0.609 | 0.039 | 0.009 | 0.060 | 0.239 | 0.571 | 0.110 | 0.029 | 0.099 | 0.067 | 0.105 | 0.763 | 0.858 | 0.610 | 0.571 |
| mediannetpay_l6m | 0.150 | 0.214 | 0.128 | 0.093 | 0.175 | 0.519 | 0.991 | 0.363 | 0.706 | 0.285 | 0.561 | 0.478 | 0.240 | 0.574 | 0.446 | 0.213 | 0.691 | 0.242 | -0.558 | 0.223 | 1.000 | 0.525 | 0.426 | 0.095 | 0.406 | 0.116 | 0.535 | 0.253 | 0.228 | 0.073 | 0.660 | 0.635 | 0.960 | 0.205 | 0.406 | 0.297 | 0.184 | 0.228 |
| monthly_income | 0.191 | 0.153 | 0.064 | 0.080 | 0.138 | 0.408 | 0.534 | 0.347 | 0.500 | 0.175 | 0.376 | 0.685 | 0.325 | 0.285 | 0.494 | 0.802 | 0.598 | 0.185 | -0.469 | 0.158 | 0.525 | 1.000 | 0.310 | 0.210 | 0.227 | 0.111 | 0.350 | 0.245 | 0.311 | 0.063 | 0.533 | 0.502 | 0.561 | 0.270 | 0.288 | 0.210 | 0.284 | 0.311 |
| months_since_acc_creation_binned | 0.205 | 0.116 | 0.067 | 0.061 | 0.096 | 0.295 | 0.435 | 0.352 | 0.945 | 0.042 | 0.219 | 0.339 | 0.333 | 0.528 | 0.489 | 0.334 | 0.698 | 0.656 | 0.362 | 0.063 | 0.426 | 0.310 | 1.000 | 0.130 | 0.478 | 0.008 | 0.293 | 0.422 | 0.281 | 0.088 | 0.448 | 0.546 | 0.519 | 0.218 | 0.529 | 0.565 | 0.231 | 0.281 |
| monthssincemrrdpayment_flag | 0.249 | 0.179 | 0.051 | 0.093 | 0.028 | 0.149 | 0.102 | 0.309 | 0.050 | 0.054 | 0.117 | 0.332 | 0.327 | 0.175 | 0.222 | 0.239 | 0.785 | 0.311 | 0.155 | 0.609 | 0.095 | 0.210 | 0.130 | 1.000 | 0.066 | 0.007 | 0.034 | 0.243 | 0.828 | 0.115 | 0.084 | 0.084 | 0.092 | 0.084 | 0.519 | 0.549 | 0.873 | 0.828 |
| no_active_subs | 0.132 | 0.161 | 0.254 | 0.107 | 0.161 | 0.344 | 0.413 | 0.287 | 0.796 | 0.209 | 0.437 | 0.204 | 0.224 | 0.401 | 0.448 | 0.240 | 0.359 | 0.357 | 0.374 | 0.039 | 0.406 | 0.227 | 0.478 | 0.066 | 1.000 | 0.009 | 0.267 | 0.293 | 0.223 | 0.076 | 0.416 | 0.349 | 0.438 | 0.187 | 0.424 | 0.347 | 0.177 | 0.223 |
| no_lines_applied | 0.012 | 0.012 | 0.006 | 0.004 | 0.014 | 0.113 | 0.118 | 0.003 | 0.007 | 0.018 | 0.026 | 0.097 | 0.004 | 0.004 | 0.004 | 0.007 | 0.093 | 0.011 | -0.115 | 0.009 | 0.116 | 0.111 | 0.008 | 0.007 | 0.009 | 1.000 | -0.026 | 0.003 | 0.002 | 0.005 | 0.114 | 0.068 | 0.111 | 0.001 | 0.003 | 0.007 | 0.005 | 0.002 |
| obs_totalother | 0.108 | 0.113 | 0.127 | 0.092 | 0.137 | 0.577 | 0.541 | 0.238 | 0.498 | 0.099 | 0.101 | 0.330 | 0.180 | 0.288 | 0.434 | 0.203 | 0.373 | 0.219 | -0.654 | 0.060 | 0.535 | 0.350 | 0.293 | 0.034 | 0.267 | -0.026 | 1.000 | 0.225 | 0.152 | 0.054 | 0.640 | 0.432 | 0.542 | 0.175 | 0.271 | 0.218 | 0.120 | 0.152 |
| portfolio | 0.194 | 0.259 | 0.331 | 0.245 | 0.351 | 0.197 | 0.250 | 0.527 | 0.727 | 0.124 | 0.205 | 0.350 | 0.415 | 0.311 | 0.961 | 0.281 | 0.321 | 0.305 | 0.236 | 0.239 | 0.253 | 0.245 | 0.422 | 0.243 | 0.293 | 0.003 | 0.225 | 1.000 | 0.388 | 0.129 | 0.252 | 0.300 | 0.276 | 0.300 | 0.427 | 0.315 | 0.348 | 0.388 |
| returned_debit_flag | 0.305 | 0.213 | 0.049 | 0.097 | 0.064 | 0.185 | 0.223 | 0.404 | 0.274 | 0.045 | 0.131 | 0.408 | 0.402 | 0.349 | 0.347 | 0.356 | 0.887 | 0.386 | 0.191 | 0.571 | 0.228 | 0.311 | 0.281 | 0.828 | 0.223 | 0.002 | 0.152 | 0.388 | 1.000 | 0.136 | 0.222 | 0.275 | 0.262 | 0.145 | 0.632 | 0.631 | 0.948 | 1.000 |
| sales_region | 0.072 | 0.359 | 0.097 | 0.124 | 0.085 | 0.063 | 0.068 | 0.195 | 0.153 | 0.057 | 0.139 | 0.083 | 0.107 | 0.077 | 0.212 | 0.073 | 0.076 | 0.063 | 0.066 | 0.110 | 0.073 | 0.063 | 0.088 | 0.115 | 0.076 | 0.005 | 0.054 | 0.129 | 0.136 | 1.000 | 0.062 | 0.057 | 0.063 | 0.076 | 0.105 | 0.078 | 0.128 | 0.136 |
| suminvoice_l3m | 0.153 | 0.221 | 0.074 | 0.095 | 0.227 | 0.872 | 0.669 | 0.277 | 0.759 | 0.340 | 0.646 | 0.469 | 0.235 | 0.528 | 0.429 | 0.220 | 0.595 | 0.253 | -0.946 | 0.029 | 0.660 | 0.533 | 0.448 | 0.084 | 0.416 | 0.114 | 0.640 | 0.252 | 0.222 | 0.062 | 1.000 | 0.709 | 0.712 | 0.186 | 0.399 | 0.300 | 0.175 | 0.222 |
| suminvoice_q1_to_q4 | 0.147 | 0.098 | 0.070 | 0.067 | 0.097 | 0.400 | 0.654 | 0.351 | 0.914 | 0.068 | 0.237 | 0.471 | 0.256 | 0.403 | 0.479 | 0.181 | 0.757 | 0.328 | -0.569 | 0.099 | 0.635 | 0.502 | 0.546 | 0.084 | 0.349 | 0.068 | 0.432 | 0.300 | 0.275 | 0.057 | 0.709 | 1.000 | 0.749 | 0.215 | 0.500 | 0.378 | 0.227 | 0.275 |
| sumnetpay_l3m | 0.157 | 0.194 | 0.077 | 0.088 | 0.202 | 0.480 | 0.970 | 0.336 | 0.872 | 0.292 | 0.568 | 0.516 | 0.250 | 0.609 | 0.466 | 0.222 | 0.778 | 0.292 | -0.580 | 0.067 | 0.960 | 0.561 | 0.519 | 0.092 | 0.438 | 0.111 | 0.542 | 0.276 | 0.262 | 0.063 | 0.712 | 0.749 | 1.000 | 0.205 | 0.478 | 0.351 | 0.205 | 0.262 |
| thinfile | 0.155 | 0.135 | 0.042 | 0.014 | 0.070 | 0.123 | 0.191 | 0.233 | 0.229 | 0.013 | 0.023 | 0.312 | 0.286 | 0.196 | 0.284 | 0.656 | 0.249 | 0.218 | 0.164 | 0.105 | 0.205 | 0.270 | 0.218 | 0.084 | 0.187 | 0.001 | 0.175 | 0.300 | 0.145 | 0.076 | 0.186 | 0.215 | 0.205 | 1.000 | 0.246 | 0.250 | 0.128 | 0.145 |
| times0_l3m | 0.205 | 0.163 | 0.054 | 0.066 | 0.105 | 0.277 | 0.396 | 0.503 | 0.907 | 0.034 | 0.203 | 0.324 | 0.319 | 0.491 | 0.533 | 0.320 | 0.793 | 0.558 | 0.347 | 0.763 | 0.406 | 0.288 | 0.529 | 0.519 | 0.424 | 0.003 | 0.271 | 0.427 | 0.632 | 0.105 | 0.399 | 0.500 | 0.478 | 0.246 | 1.000 | 0.959 | 0.600 | 0.632 |
| times0_l6m | 0.161 | 0.134 | 0.058 | 0.068 | 0.112 | 0.211 | 0.292 | 0.504 | 0.952 | 0.045 | 0.211 | 0.235 | 0.283 | 0.392 | 0.544 | 0.233 | 0.581 | 0.436 | 0.261 | 0.858 | 0.297 | 0.210 | 0.565 | 0.549 | 0.347 | 0.007 | 0.218 | 0.315 | 0.631 | 0.078 | 0.300 | 0.378 | 0.351 | 0.250 | 0.959 | 1.000 | 0.631 | 0.631 |
| timesrdpay_l6m_flag | 0.291 | 0.198 | 0.049 | 0.096 | 0.059 | 0.168 | 0.181 | 0.380 | 0.212 | 0.043 | 0.123 | 0.391 | 0.386 | 0.312 | 0.313 | 0.324 | 0.857 | 0.370 | 0.171 | 0.610 | 0.184 | 0.284 | 0.231 | 0.873 | 0.177 | 0.005 | 0.120 | 0.348 | 0.948 | 0.128 | 0.175 | 0.227 | 0.205 | 0.128 | 0.600 | 0.631 | 1.000 | 0.948 |
| total_payment_reversals_flag | 0.305 | 0.213 | 0.049 | 0.097 | 0.064 | 0.185 | 0.223 | 0.404 | 0.274 | 0.045 | 0.131 | 0.408 | 0.402 | 0.349 | 0.347 | 0.356 | 0.887 | 0.386 | 0.191 | 0.571 | 0.228 | 0.311 | 0.281 | 0.828 | 0.223 | 0.002 | 0.152 | 0.388 | 1.000 | 0.136 | 0.222 | 0.275 | 0.262 | 0.145 | 0.632 | 0.631 | 0.948 | 1.000 |